{"id":"W4319934725","doi":"10.1016/j.shaw.2023.01.001","title":"Tailored Sun Safety Messages for Outdoor Workers","year":2023,"lang":"en","type":"article","venue":"Safety and Health at Work","topic":"Skin Protection and Aging","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Toronto; World Wildlife Fund Canada; BC Centre for Disease Control; Public Health Ontario; University of British Columbia; St. Michael's Hospital; Occupational Cancer Research Centre; Saskatchewan Cancer Agency; University of Calgary","funders":"WorkSafeBC","keywords":"Occupational safety and health; Environmental health; Computer security; Environmental science; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01180959,0.0005152851,0.0002683899,0.0007428221,0.0008833117,0.0008945619,0.0007930502,0.001262692,0.00653916],"category_scores_gemma":[0.02002391,0.0001934823,0.0004502716,0.0003838392,0.0006451172,0.001667966,0.00233259,0.001428839,0.000578541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001132207,"about_ca_system_score_gemma":0.003435044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007181715,"about_ca_topic_score_gemma":0.001239202,"domain_scores_codex":[0.9952167,0.003325082,0.0003531008,0.0001976365,0.0006312599,0.0002762111],"domain_scores_gemma":[0.9912531,0.005336741,0.001007721,0.0003811076,0.001334882,0.0006864431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006821562,0.004133568,0.02491993,0.009061205,0.0001057845,0.001525861,0.1361514,0.002866947,0.02433142,0.009586384,0.02632954,0.7603058],"study_design_scores_gemma":[0.001423976,0.01096622,0.1444117,0.02212793,0.0006056222,0.002689572,0.1568934,0.0111322,0.03582106,0.05680751,0.5565392,0.0005815359],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7783819,0.00190572,0.1103038,0.03039632,0.001150356,0.01377139,0.0007181088,0.0008005069,0.06257193],"genre_scores_gemma":[0.7893456,0.002235026,0.1877904,0.007410227,0.0002426951,0.006227124,0.0004102096,0.00005769993,0.006280955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01180959,"threshold_uncertainty_score":0.06245583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05106336553497614,"score_gpt":0.347724522663633,"score_spread":0.2966611571286568,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}